Lightweight deep learning model for identifying tunnel lining defects based on GPR data

Research article (Automation in Construction, 2024) · cited 44× · AI/ML
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Lightweight deep learning model for identifying tunnel lining defects based on GPR data

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Lightweight deep learning model for identifying tunnel lining defects based on GPR data is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Lightweight deep learning model for identifying tunnel lining defects based on GPR data. Retrieved May 24, 2026, from https://4ort.xyz/entity/lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data
MLA “Lightweight deep learning model for identifying tunnel lining defects based on GPR data.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data.
BibTeX @misc{4ortxyz_lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Lightweight deep learning model for identifying tunnel lining defects based on GPR data}}, year = {2026}, url = {https://4ort.xyz/entity/lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Lightweight deep learning model for identifying tunnel lining defects based on GPR data — https://4ort.xyz/entity/lightweight-deep-learning-model-for-identifying-tunnel-lining-defects-based-on-gpr-data (retrieved 2026-05-24)

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